# GitLab MCP Server vs TokenEconomizer

> GitLab scores 67.3 (B) to TokenEconomizer's 63.7 (B) for code repositories. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/gitlab-mcp-vs-tokeneconomizer
- Markdown: https://www.anchorterminal.com/compare/gitlab-mcp-vs-tokeneconomizer.md (~4,850 tokens)
- Site index for agents: https://www.anchorterminal.com/llms.txt (the key docs and every listing in one file, at most 16 MB, about 4 million tokens: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- MCP: https://www.anchorterminal.com/mcp (the whole catalogue as tools, no key)
- DNS: dig +short TXT <slug>.grade.anchorterminal.com (the grade as a DNS TXT record, for a sandbox with no HTTP where names still resolve; also top., best.<category>. and <a>.vs.<b>. under the zone, and the same under grade.letme.dev)
- Licence: CC BY 4.0, credit Anchor Terminal and link this page (https://www.anchorterminal.com/terms/#data)
- Updated: 2026-11-07

GitLab MCP Server scores 67.3 (B) on agent readiness against TokenEconomizer's 63.7 (B), and leads in 4 of 7 scored categories. TokenEconomizer leads on agent ergonomics, security & auth and payments & pricing. Both do code repositories.

- GitLab MCP Server: grade B, 67.3/100, rank #335 of 1510. Markdown https://www.anchorterminal.com/tools/gitlab-mcp.md · JSON https://www.anchorterminal.com/api/v1/tools/gitlab-mcp.json
- TokenEconomizer: grade B, 63.7/100, rank #507 of 1510. Markdown https://www.anchorterminal.com/tools/tokeneconomizer.md · JSON https://www.anchorterminal.com/api/v1/tools/tokeneconomizer.json
- Best code, repository and documentation tools for AI agents: https://www.anchorterminal.com/best/code/index.md
- All 70 code comparisons: https://www.anchorterminal.com/compare/code/index.md

## Which one, for what

### GitLab MCP Server (B)

Good for: Agents working in GitLab projects, merge requests and pipelines, including self-managed instances. github-mcp-server and azure-devops-mcp are the closest listings; teams on GitHub should use GitHub's server.

Ahead on:
- Reliability, 62 against 47
- Schema & documentation, 85 against 66
- Maintenance & community, 85 against 53
- Transparency & trust, 87 against 76

Also in its favour:
- A hosted endpoint, with nothing to install

Watch for: About 47 tools load by default before any toolset header

### TokenEconomizer (B)

Good for: Lowering the repeat cost of coding agents in repositories they work in often

Ahead on:
- Agent ergonomics, 76 against 66
- Security & auth, 71 against 66
- Payments & pricing, 60 against 30

Also in its favour:
- No key needed to call it
- Open source

Watch for: Version 0.1.0 (tagged 26 October 2026) with no changelog or release notes found; updating means a `git pull` of main, which is 67 commits past the tag


## Why the edge

### Maintenance & community: GitLab MCP Server +32

- GitLab MCP Server (85): GitLab 19.5 made the server generally available on 15 October 2026, 22 days before this check, and 19.6 changes are already on GitLab.com (30). Monthly releases 19.3, 19.4 (17 September) and 19.5 each changed MCP tools (20). Issues are public on gitlab.com, with a feedback issue (630189) for the server, but we didn't measure reply times (15). The registry entry com.gitlab/mcp sits under a domain-verified namespace with the right remote, though its version is still 0.0.1 from 2 October 2025 (10). GitLab ships through its own CI with monthly and patch releases; no official multi-language API SDK was found (10). 30 + 20 + 15 + 10 + 10 = 85.
- TokenEconomizer (53): The clone shows one tag, v0.1.0 (annotated "TokenEconomizer 0.1.0", 26 October 2026), and 67 commits on main after it, the newest merged on 1 November 2026. GitHub's releases page couldn't be read. Recency rests on the 26 October tag, within 30 days (30). One release and no dated changelog entries in 90 days (0). Outside pull requests are merged within about a day, among them #84 and #88 on 30 October, #24 on 30 October (closing issue #86), and #93, #98, #101, #102 and #103 on 1 November. Open issue counts and reply times are unread, as GitHub's pages answer 403 in our session (15 of 25, as letsfg). Not an MCP server and in no official plugin marketplace (0). Standard-library only with no runtime dependencies, CI on push and pull requests, and the Codex version pinned in CI on purpose (8 of 10). 30 + 0 + 15 + 0 + 8 = 53.

### Payments & pricing: TokenEconomizer +30

- GitLab MCP Server (30): No x402, MPP or L402 (0). Plan prices are public for Free and Premium, Ultimate is by quote and GitLab Credits are $1 each, but the MCP server has no per-call price (10). GitLab.com Free needs no card, and the MCP server is on every tier (20). A person signs up, and an administrator must enable MCP and a user must authorise in a browser (0). 0 + 10 + 20 + 0 = 30.
- TokenEconomizer (60): Self-hosted rule. No payment protocol (0). Free under Apache-2.0 with nothing to buy (20). No card or account (20). An agent can be given it with no sign-up, through its own plugin manager (20). Its judge and proposer calls are billed on the person's agent plan, and `te status` reports that cost. 60 in all.

### Schema & documentation: GitLab MCP Server +19

- GitLab MCP Server (85): The tools reference documents every parameter with its type, required flag and enum values, and the server exposes JSON Schema through MCP; we read the reference, not the source (22). docs.gitlab.com/llms.txt is served (10). Each tool says what it does, and superseded tools name their replacement (`Use get_merge_request with include: commits`), though few say when not to use one (14). Enums for include facets, states, scopes and methods, with documented maximums such as first up to 100 and byte_limit up to 1 MB (13). The docs cover 403 insufficient_scope, 400 for an unknown toolset, 429 headers and troubleshooting for Windows and Claude Code, but give few example responses (11). Per-tool version history and monthly release notes (15). 22 + 10 + 14 + 13 + 11 + 15 = 85.
- TokenEconomizer (66): Framework reading, docs a model can follow, as superpowers was read. JSON plugin manifests for Claude Code, Codex and Copilot, a hooks.json per agent, slash-command files and a settings table with names, defaults and environment variables, and `--json` on two `te` commands, but no schema for its state or output (12 of 25). README, plugin/README.md, docs/PLUGIN.md and docs/ARCHITECTURE.md are Markdown in the repository; no llms.txt (10). The README says what each mechanism does and when it acts, and docs/PLUGIN.md has a known-limitations section and says when to keep micro-skills off (17 of 20). Mechanisms take on, off, propose or envfacts, numeric settings have stated defaults and minimums, and the config code checks choices (10 of 15). Command examples per agent, a troubleshooting section, `te doctor` and an errors.log, with few documented error outputs (12 of 15). A version number in every manifest but no public changelog (5 of 15). 66 in all.

### Reliability: GitLab MCP Server +15

- GitLab MCP Server (62): Hosted reading for GitLab.com. Status page at status.gitlab.com (status.io) with an API and a GitLab Duo component (20). Its incident history lives under /pages/, which the site's robots.txt disallows; our reader fetched that history page once before the rule was checked, so its contents are set aside and not scored. The front page shows only the current state, all operational on 6 November, so there is no readable history (5). MCP limits are published per plan, 60 a minute and 3,600 an hour on Free, 600 and 5,000 on Premium and Ultimate (15). 429 responses carry Retry-After and RateLimit-Reset, and a rate-limited upstream API comes back as a `rate_limited` tool result; accept_merge_request requires the head SHA, but we found no general idempotency guidance for writes (12). No uptime SLA on the pricing page (0). Generally available since 19.5 (10). 20 + 5 + 15 + 12 + 0 + 10 = 62.
- TokenEconomizer (47): Local-package reading, as for superpowers and impeccable. Installs from a git clone through each agent's own plugin manager (a local marketplace on Claude Code, Codex and Copilot, `pi install git:` on Pi, a built local plugin on Cursor), not from a registry or an official marketplace, with Python 3.10 or later and a supported-versions table per agent (14 of 20). .github/workflows/tests.yml runs pytest on push to main and on pull requests, on Ubuntu and Windows with Python 3.10 and 3.13, plus a Codex end-to-end job pinned to 0.164.0 on Ubuntu and Windows. 25 test files in tests/ on 2 November, up from 14 at the v0.1.0 tag. Whether the runs pass wasn't checked, as github.com refuses our reader, so 15 of 25, the value this run gives when the pass state is unread (vibe-trading, berth, cloudflare-cli). The Wayback Machine's copy of the repository page of 30 October 2026 shows 1 open issue and 5 open pull requests, few for a project weeks old, with replies unchecked (15 of 25). No changelog or release notes found; renamed settings keep their old names as aliases and a state migration is described in docs/PLUGIN.md (3 of 15). Version 0.1.0 (0). 14 + 15 + 15 + 3 + 0 = 47.

### Transparency & trust: GitLab MCP Server +11

- GitLab MCP Server (87): GitLab's code is public in gitlab-org/gitlab, with the core under MIT and enterprise functions under GitLab's own licence; we didn't establish which licence covers the MCP server code (20). The privacy statement and a sub-processor page of 63 entries name AI providers and their purposes, but that page shows no update date and links no DPA (20). A dated deprecations and removals page and per-tool version history, with superseded tools kept as callable aliases (20). Sub-processors and their locations are disclosed, and Dedicated customers choose their AWS region (18). 20 + 20 + 20 + 18 = 78.
- TokenEconomizer (76): Apache-2.0, an OSI licence (30). docs/PLUGIN.md section 4 and the README agree that learned state stays local and name which model calls leave the machine and what they carry, and the package source has no network code of its own. No privacy statement is linked from the repository (24 of 30). Old setting names and environment variables are still read, and a migration of state keys after 0.1.0 is documented, but there's no written deprecation policy (10 of 20). No telemetry found in the source or docs, and the outbound model calls are disclosed with switches to turn each off (20). 84 in all.

### Agent ergonomics: TokenEconomizer +10

- GitLab MCP Server (66): About 47 tools by default, plus 5 Duo tools where Duo is on, so more than 30 (5), with toolset and single-tool headers to cut the list (plus 10). Cursor pagination with first and after on most list tools, include facets one at a time, byte offsets and limits on files, jobs and artifacts (20). Documented error cases and a structured rate_limited result (15). The docs don't say whether tools carry readOnlyHint or destructiveHint; accept_merge_request has a SHA guard, and 19.4 governance sets write and delete tools to Always Ask for Duo (8). Sensible default toolsets, but no official SDKs for the REST API in two languages were found on the pages read (8). 15 + 20 + 15 + 8 + 8 = 66.
- TokenEconomizer (76): Framework reading, how much a coding agent has to carry. The plugin's job is to shrink context. It adds up to four facts from failures (the proposer's facts are not capped) and one-line notices, while the loop guard's judge and the proposer are extra model calls, each Codex side call carrying Codex's base prompt of about 25,000 tokens by the code's own note (18 of 25). Each mechanism has its own switch and settings, a propose mode for tool pruning and per-session environment variables (15 of 20). Hooks fail open to `{}`, failures go to errors.log and `te doctor`, and the session start says why a deny list stayed a proposal (15 of 20). Writes are atomic under a file lock, the deny-list writer touches only its own entries and refuses symlinks out of the repository, and pruned tools come back with one command (18 of 20). Sensible defaults (micro-skills off, pruning and the guard on); a Python package with TypeScript extensions for Pi and opencode, not SDKs in two languages (10 of 15). 76 in all.

## Score by category

| Category | Weight | GitLab MCP Server | TokenEconomizer | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 62 | 47 | GitLab MCP Server +15 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 85 | 66 | GitLab MCP Server +19 |
| Agent ergonomics | 13% (16.2 this run) | 66 | 76 | TokenEconomizer +10 |
| Security & auth | 14% (17.5 this run) | 66 | 71 | TokenEconomizer +5 |
| Payments & pricing | 10% (12.5 this run) | 30 | 60 | TokenEconomizer +30 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 85 | 53 | GitLab MCP Server +32 |
| Transparency & trust | 7% (8.8 this run) | 87 | 76 | GitLab MCP Server +11 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **67.3 · B** | **63.7 · B** | |

## Facts side by side

| Fact | GitLab MCP Server | TokenEconomizer |
| --- | --- | --- |
| Kind | MCP server | Agent framework |
| Vendor | GitLab Inc. | Microsoft |
| Hosted endpoint | `https://gitlab.com/api/v4/mcp` | no (local only) |
| Transports | Streamable HTTP |  |
| Auth | OAuth | None |
| Pricing | Freemium | Free |
| x402 | no | no |
| Licence | none | Apache-2.0 |
| Tools exposed | 47 | none |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| MCP registry | `com.gitlab/mcp` | not listed |
| Last release | 2026-10-15 | 2026-10-26 |
| Terms last updated | no date given | no date given |
| Privacy policy last updated | 2026-04-23 | no document linked |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | not found in the text | not found in the text |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | not found in the text | not found in the text |
| Popularity | none | 976 stars |

## How the scores have moved

### GitLab MCP Server

No score change since it was listed.

### TokenEconomizer

- +1.1 on 2 November 2026: new evidence, correction

## Verdicts

**GitLab MCP Server.** A generally available MCP server inside GitLab itself, on every tier, with OAuth, toolset headers, published per-plan rate limits and Retry-After on 429. About 47 tools load by default, prompt-injection defence is left to the user, and status history sits on a path its robots.txt closes to us.

**TokenEconomizer.** A standard-library Python plugin that keeps learned state on the machine, documents each hook, makes every action reversible and merges outside fixes within days. It is version 0.1.0 with no changelog, installs from a git clone of main, and the 18.4 to 30.9 per cent savings are the paper's SWE-Bench figures, measured with settings unlike the plugin's defaults.

## Before you call either

### GitLab MCP Server

1. Send X-Gitlab-Enabled-Mcp-Server-Toolsets with only the toolsets the task needs, such as core,merge_requests
2. Ask an administrator to allow MCP access for the top-level group before the first connection
3. Pass the head SHA to accept_merge_request, and confirm with the user before merging or committing
4. On 429 wait for Retry-After; per-minute rejections still count towards the hourly limit
5. Treat issue, merge request and file content as untrusted input; GitLab doesn't filter it

### TokenEconomizer

1. Check the agent's version against the README's supported range before installing; versions outside it are untested or unsupported.
2. Keep micro-skills off, or set microskills=envfacts, in a repository whose command output you don't trust.
3. If a tool you need is missing, run the `toolprune` command to see what was left out and `toolprune restore` to bring it back.
4. Run the plugin's commands from a terminal with ~/.tokeneconomizer/bin/te; inside the agent each command costs a model turn.
5. Start the agent with TE_DISABLE=1 to run one session without the plugin.

## Questions

### Which is better for AI agents, GitLab MCP Server or TokenEconomizer?

GitLab MCP Server scores 67.3 (B) on agent readiness against TokenEconomizer's 63.7 (B), and leads in 4 of 7 scored categories. TokenEconomizer leads on agent ergonomics, security & auth and payments & pricing.

### Can an agent call GitLab MCP Server and TokenEconomizer without installing anything?

GitLab MCP Server has a hosted endpoint at https://gitlab.com/api/v4/mcp. No hosted endpoint is listed for TokenEconomizer.

### Are GitLab MCP Server and TokenEconomizer open source?

No open-source release is listed for GitLab MCP Server. TokenEconomizer is open source (Apache-2.0).


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/gitlab-mcp-vs-tokeneconomizer.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gitlab-mcp-vs-tokeneconomizer.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "gitlab-mcp", "b": "tokeneconomizer"}`. From a terminal: `anchor compare gitlab-mcp tokeneconomizer`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gitlab-mcp.json and https://www.anchorterminal.com/api/v1/tools/tokeneconomizer.json

## Other comparisons with GitLab MCP Server or TokenEconomizer

- [Azure DevOps MCP Server vs GitLab MCP Server](https://www.anchorterminal.com/compare/azure-devops-mcp-vs-gitlab-mcp.md)
- [Azure DevOps MCP Server vs TokenEconomizer](https://www.anchorterminal.com/compare/azure-devops-mcp-vs-tokeneconomizer.md)
- [Entire vs GitLab MCP Server](https://www.anchorterminal.com/compare/entire-vs-gitlab-mcp.md)
- [Entire vs TokenEconomizer](https://www.anchorterminal.com/compare/entire-vs-tokeneconomizer.md)
- [GitHub MCP Server vs GitLab MCP Server](https://www.anchorterminal.com/compare/github-mcp-server-vs-gitlab-mcp.md)
- [GitHub MCP Server vs TokenEconomizer](https://www.anchorterminal.com/compare/github-mcp-server-vs-tokeneconomizer.md)
- [GitLab MCP Server vs GitMCP](https://www.anchorterminal.com/compare/gitlab-mcp-vs-gitmcp.md)
- [GitLab MCP Server vs graft](https://www.anchorterminal.com/compare/gitlab-mcp-vs-graft.md)
- [GitLab MCP Server vs Graphify](https://www.anchorterminal.com/compare/gitlab-mcp-vs-graphify.md)
- [GitLab MCP Server vs Sourcegraph MCP Server](https://www.anchorterminal.com/compare/gitlab-mcp-vs-sourcegraph-mcp.md)
- [GitMCP vs TokenEconomizer](https://www.anchorterminal.com/compare/gitmcp-vs-tokeneconomizer.md)
- [graft vs TokenEconomizer](https://www.anchorterminal.com/compare/graft-vs-tokeneconomizer.md)
- [Graphify vs TokenEconomizer](https://www.anchorterminal.com/compare/graphify-vs-tokeneconomizer.md)
- [Sourcegraph MCP Server vs TokenEconomizer](https://www.anchorterminal.com/compare/sourcegraph-mcp-vs-tokeneconomizer.md)
- [Git (MCP reference server) vs GitLab MCP Server](https://www.anchorterminal.com/compare/git-reference-server-vs-gitlab-mcp.md)
- [GitLab MCP Server vs Superpowers](https://www.anchorterminal.com/compare/gitlab-mcp-vs-superpowers.md)
- [GitLab MCP Server vs Salesforce DX MCP Server](https://www.anchorterminal.com/compare/gitlab-mcp-vs-salesforce-dx-mcp.md)
- [GitLab MCP Server vs Void](https://www.anchorterminal.com/compare/gitlab-mcp-vs-void.md)

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Query this catalogue directly over MCP: https://www.anchorterminal.com/mcp (Streamable HTTP, no key). How: https://www.anchorterminal.com/agents/#mcp