Maha Context Review
Server Details
Free, read-only context retention review for RAG and agent workflows. Supply sanitized text with stable source IDs and a token budget; receive a source-linked context pack, token estimates, and exact excerpt-retention results. No web fetching, account access, model calls or payments. Checks text selection, not factual truth or semantic completeness. No API key required.
- Status
- Healthy
- Uptime
- 100.0% over the last 24 hours
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-11-25
- URL
- ChatGPT
- –
- Claude
- –
TDQS
Scored across 1 tool
With only one tool there is no cross-tool confusion, and the name plus description clearly target context retention review. However, the tool bundles two distinct operations (budgeted passage selection and evidence-excerpt verification), so its own boundary is somewhat blurred.
review_context_retention is a clear snake_case verb_noun-style name that reads predictably. With a single tool there is no pattern to violate, but also no convention demonstrated across the set.
A single tool for a server whose description implies separate selection and verification workflows feels thin and borderline. The tool is non-trivial, but the scope likely warrants splitting into at least two operations.
The surface covers only passage selection under a token budget plus evidence-excerpt checking; there is no tool for token counting, document/source listing, summarization, or inspecting selection results. Agents will hit dead ends for the surrounding review workflow.
Publisher details
- Operator
- Maha Strategies LLC · Publisher source
- Operator website
- https://www.mahastrategies.com
- Vendor relationship
- First-party · Publisher source
- Trust center
- Not available
- Restrictions
- Free public endpoint; no API key or paid plan. Supply only sanitized text with stable source IDs: at most 8 documents, 64 KiB total and 32 evidence declarations. Token counts are estimates. This checks extractive selection and exact excerpt retention, not factual truth or semantic completeness. · Publisher source
Available Tools
1 toolreview_context_retentionReview context retentionARead-onlyIdempotentInspect
Select passages from explicitly supplied sanitized documents under an estimated token budget, and check whether user-declared exact evidence excerpts remain in selected passages from their specified source. No web access, storage, payments, semantic correctness guarantee, or downstream prompt capture. Do not send credentials, government IDs, payment card data, protected health information, or confidential personal records.
Inputs: task (required), documents (required), sanitized (required), tokenBudget (required), +1 more.
Tool Schema Changelog
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