ChimeraForge
PYPI · CHIMERAFORGE
Local-first LLM deployment planner: GPU/VRAM sizing, cost and latency, with provenance
Available components
Last scanned (9 hours ago)
Scores higher than 55% of PyPI servers
Category AI and Machine Learning
How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →
Supply Chain Security99
- No malware found by supply-chain analysis.Pass
- No known CVEs affecting this package version or its production dependencies.Pass
- Runs setuptools.build_meta at install time, a recognised build step with no custom scripting around it. View diagnostics → Pass
- 3 of 16 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency100
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Cryptographically verified build provenance (signed, bound to Sahil170595/Chimeraforge). View diagnostics → Pass
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 0 days ago).Pass
- Publishes a security disclosure policy (SECURITY.md).Pass
Schema Quality & AI Usability0
- Schema quality not yet verified: this package installed, but its server did not start, so we have no schema to assess.Unverified
Stability & Change Management0
- Stability not yet verified: this package installed, but its server did not start, so we have no schema to compare.Unverified
Tool Coverage0
- Tool coverage not yet verified: this package installed, but its server did not start, so we have no tool definitions to assess.Unverified
Tool Safety0
- Tool safety not yet verified: this package installed, but its server did not start, so we have no tool text to scan.Unverified
Capabilities0
- Protocol version not yet verified: this package installed, but its server did not start, so we never saw its MCP handshake.Unverified
Unverified: 5 categories
Categories scored 0 because our sandbox has not given us the schema these checks need to read. That is a gap on our side rather than a finding about the package, and we only credit what we can confirm, so the score stands at 0 until the capture succeeds. We are working through the fleet, so this normally clears without any action from you. How we score packages →
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 18 Oct 26 0
- Package version: 0.50.0 → 0.66.0 functional
- 14 Oct 26 0
- Stability: Stability not yet verified: this package installed, but its server did not start, so we have no schema to compare. security
- Tool safety: Tool safety not yet verified: this package installed, but its server did not start, so we have no tool text to scan. security
- Schema quality: Schema quality not yet verified: this package installed, but its server did not start, so we have no schema to assess. functional
- Capabilities: Protocol version not yet verified: this package installed, but its server did not start, so we never saw its MCP handshake. functional
- Tool coverage: Tool coverage not yet verified: this package installed, but its server did not start, so we have no tool definitions to assess. functional
- Package version: 0.50.0 → 0.61.0 functional
- 12 Oct 26 −29
- Tool safety: pass → unverified ▼ security
- Stability: 0.33 → unverified ▼ security
- Capabilities: pass → unverified ▼ functional
- Tool coverage: 100 → unverified ▼ functional
- Schema quality: Schema quality not yet verified: we do not have a sandbox capture of the MCP schema this version of the package serves yet. functional
- Package version: 0.50.0 → 0.61.0 functional
- 4 Oct 26 +1
- Stability: 0.27 → unverified ▼ security
- Tool safety: pass → unverified ▼ security
- Capabilities: pass → unverified ▼ functional
- Tool coverage: 100 → unverified ▼ functional
- Schema quality: Schema quality not yet verified: we do not have a sandbox capture of the MCP schema this version of the package serves yet. functional
- Package version: 0.46.0 → 0.50.0 functional
- Package version: 0.46.0 → 0.47.0 functional
- 2 Oct 26 +16
- Malware scan: unverified → pass ▲ security
- 1 Oct 26 −15
- Malware scan: pass → unverified ▼ security
- Package version: 0.43.0 → 0.46.0 functional
- Package version: 0.43.0 → 0.43.2 functional
- 30 Sept 26 +1
- Package version: 0.34.0 → 0.43.0 functional
- 28 Sept 26 +11
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 18 Oct 2026 · Analysed pypi/chimeraforge@0.66.0
Provenance Verified
A signed build attestation was found and verified, binding this exact artifact to the source repository it claims to come from.
| Result | Verified |
|---|---|
| Ecosystem | pypi |
| Reason | Verified |
| Discovered via | Registry attestation endpoint |
| Source repo | Sahil170595/Chimeraforge |
| Certificate issuer | https://token.actions.githubusercontent.com |
| Certificate SAN | https://github.com/Sahil170595/Chimeraforge/.github/workflows/publish.yml@refs/tags/v0.66.0 |
| Rekor log index | 3303626062 |
| Predicate type | PyPI publish attestation https://docs.pypi.org/attestations/publish/v1 |
| Subject digest | sha256:18c1f17a947fd5f0bd89250c693b38867b3f513d7fa1290304a8c47c28b71822 |
Background: How many MCP packages publish verified provenance →
Install scripts 1 script
| Hook | Tier | Command |
|---|---|---|
| build_backend | allowlisted | setuptools.build_meta |
Background: Why install scripts are a supply-chain risk →
Dependencies 16 packages
| Packages resolved | 16 |
|---|---|
| Stale | 3 |
| Tree resolution | Complete |
Background: SBOMs and build attestations, explained →
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
Tools for package channels are captured by running the package in an isolated sandbox. The most recent sandbox run could not capture a tool list from this package.
How do I install the ChimeraForge MCP server?
ChimeraForge runs locally as a PyPI package, launched with uvx chimeraforge. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
pypi · chimeraforge
claude mcp add sahil170595-chimeraforge -- uvx chimeraforge
What is the ChimeraForge MCP server?
ChimeraForge is an MCP server listed in the public MCP registry as io.github.Sahil170595/chimeraforge. Local-first LLM deployment planner: GPU/VRAM sizing, cost and latency, with provenance. This page covers its PyPI package (chimeraforge).
Is the ChimeraForge MCP server safe to use?
ChimeraForge scores 50 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 18 October 2026. Its build provenance is signed and verified. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
Is the ChimeraForge MCP server still maintained?
ChimeraForge is still listed as active in the MCP registry. We last reached this channel on 18 October 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.
What licence is the ChimeraForge MCP server under?
ChimeraForge declares the MIT licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.